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20232026
most citedWordArt Designer API: User-Driven Artistic Typography Synthesis with Large Language Models on ModelScope

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cs.CV2026

Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer

Bo Wei, Xianhui Lin, Yi Dong +8

Makeup transfer applies a reference cosmetic style to a source face while preserving its identity and geometry. However, this task is severely hindered by the lack of real paired t…

cs.CV2026

SSR-Merge: Subspace Signal Routing for Training-Free LoRA Merging in Diffusion Models

Zhengxuan Wei, Yi Dong, Zonghui Li +6

Low-Rank Adaptation (LoRA) merging can efficiently combine diverse generative capabilities from multiple trained LoRAs for a diffusion model. However, existing LoRA merging techniq…

cs.CV2026

HDRFace: Rethinking Face Restoration with High-Dimensional Representation

Zirui Wang, Xianhui Lin, Yi Dong +7

Face restoration under complex degradations still remains an ill-posed inverse problem due to severe information loss. Although diffusion models benefit from strong generative prio…

cs.CV2026

BeautyGRPO: Aesthetic Alignment for Face Retouching via Dynamic Path Guidance and Fine-Grained Preference Modeling

Jiachen Yang, Xianhui Lin, Yi Dong +4

Face retouching requires removing subtle imperfections while preserving unique facial identity features, in order to enhance overall aesthetic appeal. However, existing methods suf…

cs.CV2025

AnimateAnywhere: Rouse the Background in Human Image Animation

Xiaoyu Liu, Mingshuai Yao, Yabo Zhang +5

Human image animation aims to generate human videos of given characters and backgrounds that adhere to the desired pose sequence. However, existing methods focus more on human acti…

cs.CV2024

SmartControl: Enhancing ControlNet for Handling Rough Visual Conditions

Xiaoyu Liu, Yuxiang Wei, Ming Liu +4

Human visual imagination usually begins with analogies or rough sketches. For example, given an image with a girl playing guitar before a building, one may analogously imagine how…